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Modelling the influences of climate change-associated sea-level rise and socioeconomic development on future storm surge mortality

机译:模拟气候变化相关的海平面上升和社会经济发展的影响 未来的风暴潮死亡率

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摘要

Climate change is expected to affect health through changes in exposure to weather disasters. Vulnerability to coastal flooding has decreased in recent decades but remains disproportionately high in low-income countries. We developed a new statistical model for estimating future storm surge-attributable mortality. The model accounts for sea-level rise and socioeconomic change, and allows for an initial increase in risk as low-income countries develop. We used observed disaster mortality data to fit the model, splitting the dataset to allow the use of a longer time-series of high intensity, high mortality but infrequent events. The model could not be validated due to a lack of data. However, model fit suggests it may make reasonable estimates of log mortality risk but that mortality estimates are unreliable. We made future projections with and without climate change (A1B) and sea-based adaptation, but given the lack of model validation we interpret the results qualitatively. In low-income countries, risk initially increases with development up to mid-century before decreasing. If implemented, sea-based adaptation reduces climate-associated mortality in some regions, but in others mortality remains high. These patterns reinforce the importance of implementing disaster risk reduction strategies now. Further, while average mortality changes discontinuously over time, vulnerability and risk are evolving conditions of everyday life shaped by socioeconomic processes. Given this, and the apparent importance of socioeconomic factors that condition risk in our projections, we suggest future models should focus on estimating risk rather than mortality. This would strengthen the knowledge base for averting future storm surge-attributable health impacts.
机译:预计气候变化将通过暴露于天气灾害中而改变其健康状况。近几十年来,沿海洪灾的脆弱性有所下降,但在低收入国家中,这一比例仍然很高。我们开发了一种新的统计模型,用于估算未来风暴潮造成的死亡率。该模型考虑了海平面上升和社会经济变化,并随着低收入国家的发展而使风险初步增加。我们使用观测到的灾难死亡率数据来拟合模型,将数据集拆分以允许使用较长时间的高强度,高死亡率但不频繁发生的事件。由于缺乏数据,无法验证该模型。但是,模型拟合表明,它可以合理估计对数死亡率风险,但死亡率估计并不可靠。我们在有或没有气候变化(A1B)和海洋适应的情况下做出了未来的预测,但是由于缺乏模型验证,我们定性地解释了结果。在低收入国家,风险直到发展到本世纪中叶才开始增加,然后降低。如果实施,基于海洋的适应措施将减少某些地区与气候相关的死亡率,但在另一些地区,死亡率仍然很高。这些模式加强了现在实施减少灾害风险战略的重要性。此外,尽管平均死亡率随时间不连续地变化,但脆弱性和风险是由社会经济过程决定的日常生活条件。考虑到这一点,以及在我们的预测中制约风险的社会经济因素的重要性,我们建议未来的模型应侧重于估计风险而不是死亡率。这将加强知识库,以防止未来风暴潮对健康的影响。

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